Overview

Dataset info

Number of variables35
Number of observations1470
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory1.1 MiB
Average record size in memory800.8 B

Variables types

NUM17
CAT15
BOOL3

Reproduction info

Date of analysis2020-02-10 08:09:06.433692
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

EmployeeCount has constant value "1" Rejected
NumCompaniesWorked has 197 (13.4%) zeros Zeros
Over18 has constant value "Y" Rejected
StandardHours has constant value "80" Rejected
TrainingTimesLastYear has 54 (3.7%) zeros Zeros
YearsAtCompany has 44 (3.0%) zeros Zeros
YearsInCurrentRole has 244 (16.6%) zeros Zeros
YearsSinceLastPromotion has 581 (39.5%) zeros Zeros
YearsWithCurrManager has 263 (17.9%) zeros Zeros
MonthlyIncome is highly correlated with JobLevelHigh Correlation
JobLevel is highly correlated with MonthlyIncomeHigh Correlation
JobRole is highly correlated with DepartmentHigh Correlation
Department is highly correlated with JobRoleHigh Correlation
StandardHours is highly correlated with Over18High Correlation
Over18 is highly correlated with StandardHoursHigh Correlation

Variables

Age
Real number (ℝ≥0)

Distinct count43
Unique (%)2.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.923809523809524
Minimum18
Maximum60
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum18
5-th percentile24
Q130
median36
Q343
95-th percentile54
Maximum60
Range42
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.135373489
Coefficient of variation (CV)0.2474114564
Kurtosis-0.4041451372
Mean36.92380952
Median Absolute Deviation (MAD)7.409795918
Skewness0.4132863019
Sum54278
Variance83.45504879
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[18. 23.5 25.5 28.5 36.5 42.5 46.5 55.5 60. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
35 78 5.3%
 
34 77 5.2%
 
31 69 4.7%
 
36 69 4.7%
 
29 68 4.6%
 
32 61 4.1%
 
30 60 4.1%
 
33 58 3.9%
 
38 58 3.9%
 
40 57 3.9%
 
Other values (33) 815 55.4%
 
ValueCountFrequency (%) 
18 8 0.5%
 
19 9 0.6%
 
20 11 0.7%
 
21 13 0.9%
 
22 16 1.1%
 
ValueCountFrequency (%) 
60 5 0.3%
 
59 10 0.7%
 
58 14 1.0%
 
57 4 0.3%
 
56 14 1.0%
 

Attrition
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
No
1233
Yes
 
237
ValueCountFrequency (%) 
No 1233 83.9%
 
Yes 237 16.1%
 

BusinessTravel
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Travel_Rarely
1043
Travel_Frequently
277
Non-Travel
 
150
ValueCountFrequency (%) 
Travel_Rarely 1043 71.0%
 
Travel_Frequently 277 18.8%
 
Non-Travel 150 10.2%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length17
Mean length13.44761905
Min length10
Scatter

DailyRate
Real number (ℝ≥0)

Distinct count886
Unique (%)60.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean802.4857142857143
Minimum102
Maximum1499
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum102
5-th percentile165.35
Q1465
median802
Q31157
95-th percentile1424.1
Maximum1499
Range1397
Interquartile range (IQR)692

Descriptive statistics

Standard deviation403.5090999
Coefficient of variation (CV)0.5028240288
Kurtosis-1.203822808
Mean802.4857143
Median Absolute Deviation (MAD)350.2537221
Skewness-0.003518568352
Sum1179654
Variance162819.5937
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 102. 1499.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
691 6 0.4%
 
1082 5 0.3%
 
329 5 0.3%
 
1329 5 0.3%
 
530 5 0.3%
 
408 5 0.3%
 
715 4 0.3%
 
589 4 0.3%
 
906 4 0.3%
 
350 4 0.3%
 
Other values (876) 1423 96.8%
 
ValueCountFrequency (%) 
102 1 0.1%
 
103 1 0.1%
 
104 1 0.1%
 
105 1 0.1%
 
106 1 0.1%
 
ValueCountFrequency (%) 
1499 1 0.1%
 
1498 1 0.1%
 
1496 2 0.1%
 
1495 3 0.2%
 
1492 1 0.1%
 

Department
Categorical

HIGH CORRELATION
Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Research & Development
961
Sales
446
Human Resources
 
63
ValueCountFrequency (%) 
Research & Development 961 65.4%
 
Sales 446 30.3%
 
Human Resources 63 4.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length22
Mean length16.54217687
Min length5
Scatter

DistanceFromHome
Real number (ℝ≥0)

Distinct count29
Unique (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.19251700680272
Minimum1
Maximum29
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median7
Q314
95-th percentile26
Maximum29
Range28
Interquartile range (IQR)12

Descriptive statistics

Standard deviation8.106864436
Coefficient of variation (CV)0.8818982254
Kurtosis-0.2248334049
Mean9.192517007
Median Absolute Deviation (MAD)6.572742839
Skewness0.9581179957
Sum13513
Variance65.72125098
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 10.5 28.5 29. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 211 14.4%
 
1 208 14.1%
 
10 86 5.9%
 
9 85 5.8%
 
3 84 5.7%
 
7 84 5.7%
 
8 80 5.4%
 
5 65 4.4%
 
4 64 4.4%
 
6 59 4.0%
 
Other values (19) 444 30.2%
 
ValueCountFrequency (%) 
1 208 14.1%
 
2 211 14.4%
 
3 84 5.7%
 
4 64 4.4%
 
5 65 4.4%
 
ValueCountFrequency (%) 
29 27 1.8%
 
28 23 1.6%
 
27 12 0.8%
 
26 25 1.7%
 
25 25 1.7%
 

Education
Real number (ℝ≥0)

Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.912925170068027
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.024164945
Coefficient of variation (CV)0.3515932902
Kurtosis-0.5591149664
Mean2.91292517
Median Absolute Deviation (MAD)0.7927104447
Skewness-0.289681082
Sum4282
Variance1.048913834
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 572 38.9%
 
4 398 27.1%
 
2 282 19.2%
 
1 170 11.6%
 
5 48 3.3%
 
ValueCountFrequency (%) 
1 170 11.6%
 
2 282 19.2%
 
3 572 38.9%
 
4 398 27.1%
 
5 48 3.3%
 
ValueCountFrequency (%) 
5 48 3.3%
 
4 398 27.1%
 
3 572 38.9%
 
2 282 19.2%
 
1 170 11.6%
 

EducationField
Categorical

Distinct count6
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Life Sciences
606
Medical
464
Marketing
159
Technical Degree
132
Other
 
82
ValueCountFrequency (%) 
Life Sciences 606 41.2%
 
Medical 464 31.6%
 
Marketing 159 10.8%
 
Technical Degree 132 9.0%
 
Other 82 5.6%
 
Human Resources 27 1.8%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length16
Mean length10.53333333
Min length5
Scatter

EmployeeCount
Boolean

CONST
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
1
1470
ValueCountFrequency (%) 
1 1470 100.0%
 

EmployeeNumber
Real number (ℝ≥0)

UNIQUE
Distinct count1470
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1024.865306122449
Minimum1
Maximum2068
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile96.45
Q1491.25
median1020.5
Q31555.75
95-th percentile1967.55
Maximum2068
Range2067
Interquartile range (IQR)1064.5

Descriptive statistics

Standard deviation602.0243348
Coefficient of variation (CV)0.5874180063
Kurtosis-1.223178906
Mean1024.865306
Median Absolute Deviation (MAD)522.4050757
Skewness0.01657401958
Sum1506552
Variance362433.2997
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1.000e+00 2.068e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2046 1 0.1%
 
641 1 0.1%
 
644 1 0.1%
 
645 1 0.1%
 
647 1 0.1%
 
648 1 0.1%
 
649 1 0.1%
 
650 1 0.1%
 
652 1 0.1%
 
653 1 0.1%
 
Other values (1460) 1460 99.3%
 
ValueCountFrequency (%) 
1 1 0.1%
 
2 1 0.1%
 
4 1 0.1%
 
5 1 0.1%
 
7 1 0.1%
 
ValueCountFrequency (%) 
2068 1 0.1%
 
2065 1 0.1%
 
2064 1 0.1%
 
2062 1 0.1%
 
2061 1 0.1%
 
Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
3
453
4
446
2
287
1
284
ValueCountFrequency (%) 
3 453 30.8%
 
4 446 30.3%
 
2 287 19.5%
 
1 284 19.3%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

Gender
Categorical

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Male
882
Female
588
ValueCountFrequency (%) 
Male 882 60.0%
 
Female 588 40.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length6
Mean length4.8
Min length4
Scatter

HourlyRate
Real number (ℝ≥0)

Distinct count71
Unique (%)4.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean65.89115646258503
Minimum30
Maximum100
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum30
5-th percentile33
Q148
median66
Q383.75
95-th percentile97
Maximum100
Range70
Interquartile range (IQR)35.75

Descriptive statistics

Standard deviation20.32942759
Coefficient of variation (CV)0.3085304415
Kurtosis-1.196398456
Mean65.89115646
Median Absolute Deviation (MAD)17.649248
Skewness-0.0323109529
Sum96860
Variance413.2856263
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 30. 100.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
66 29 2.0%
 
42 28 1.9%
 
98 28 1.9%
 
48 28 1.9%
 
84 28 1.9%
 
79 27 1.8%
 
96 27 1.8%
 
57 27 1.8%
 
52 26 1.8%
 
87 26 1.8%
 
Other values (61) 1196 81.4%
 
ValueCountFrequency (%) 
30 19 1.3%
 
31 15 1.0%
 
32 24 1.6%
 
33 19 1.3%
 
34 12 0.8%
 
ValueCountFrequency (%) 
100 19 1.3%
 
99 20 1.4%
 
98 28 1.9%
 
97 21 1.4%
 
96 27 1.8%
 

JobInvolvement
Categorical

Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
3
868
2
375
4
 
144
1
 
83
ValueCountFrequency (%) 
3 868 59.0%
 
2 375 25.5%
 
4 144 9.8%
 
1 83 5.6%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

JobLevel
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.0639455782312925
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.106939899
Coefficient of variation (CV)0.5363222319
Kurtosis0.3991520554
Mean2.063945578
Median Absolute Deviation (MAD)0.8324753575
Skewness1.025401283
Sum3034
Variance1.22531594
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 4.7%
 
ValueCountFrequency (%) 
1 543 36.9%
 
2 534 36.3%
 
3 218 14.8%
 
4 106 7.2%
 
5 69 4.7%
 
ValueCountFrequency (%) 
5 69 4.7%
 
4 106 7.2%
 
3 218 14.8%
 
2 534 36.3%
 
1 543 36.9%
 

JobRole
Categorical

HIGH CORRELATION
Distinct count9
Unique (%)0.6%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Sales Executive
326
Research Scientist
292
Laboratory Technician
259
Manufacturing Director
145
Healthcare Representative
131
Other values (4)
317
ValueCountFrequency (%) 
Sales Executive 326 22.2%
 
Research Scientist 292 19.9%
 
Laboratory Technician 259 17.6%
 
Manufacturing Director 145 9.9%
 
Healthcare Representative 131 8.9%
 
Manager 102 6.9%
 
Sales Representative 83 5.6%
 
Research Director 80 5.4%
 
Human Resources 52 3.5%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length25
Mean length18.0707483
Min length7
Scatter

JobSatisfaction
Categorical

Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
4
459
3
442
1
289
2
280
ValueCountFrequency (%) 
4 459 31.2%
 
3 442 30.1%
 
1 289 19.7%
 
2 280 19.0%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

MaritalStatus
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Married
673
Single
470
Divorced
327
ValueCountFrequency (%) 
Married 673 45.8%
 
Single 470 32.0%
 
Divorced 327 22.2%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length8
Mean length6.902721088
Min length6
Scatter

MonthlyIncome
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count1349
Unique (%)91.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6502.931292517007
Minimum1009
Maximum19999
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum1009
5-th percentile2097.9
Q12911
median4919
Q38379
95-th percentile17821.35
Maximum19999
Range18990
Interquartile range (IQR)5468

Descriptive statistics

Standard deviation4707.956783
Coefficient of variation (CV)0.7239745541
Kurtosis1.005232691
Mean6502.931293
Median Absolute Deviation (MAD)3631.446085
Skewness1.369816681
Sum9559309
Variance22164857.07
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1009. 2004. 2981. 5463.5 5487.5 ... 13118. 13999.5 15982. 19035.5 19999. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2342 4 0.3%
 
5562 3 0.2%
 
2741 3 0.2%
 
2451 3 0.2%
 
2610 3 0.2%
 
2380 3 0.2%
 
6142 3 0.2%
 
6347 3 0.2%
 
2559 3 0.2%
 
2404 3 0.2%
 
Other values (1339) 1439 97.9%
 
ValueCountFrequency (%) 
1009 1 0.1%
 
1051 1 0.1%
 
1052 1 0.1%
 
1081 1 0.1%
 
1091 1 0.1%
 
ValueCountFrequency (%) 
19999 1 0.1%
 
19973 1 0.1%
 
19943 1 0.1%
 
19926 1 0.1%
 
19859 1 0.1%
 

MonthlyRate
Real number (ℝ≥0)

Distinct count1427
Unique (%)97.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14313.103401360544
Minimum2094
Maximum26999
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum2094
5-th percentile3384.55
Q18047
median14235.5
Q320461.5
95-th percentile25431.9
Maximum26999
Range24905
Interquartile range (IQR)12414.5

Descriptive statistics

Standard deviation7117.786044
Coefficient of variation (CV)0.4972915967
Kurtosis-1.2149561
Mean14313.1034
Median Absolute Deviation (MAD)6188.083697
Skewness0.01857780789
Sum21040262
Variance50662878.17
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 2094. 26999.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4223 3 0.2%
 
9150 3 0.2%
 
6670 2 0.1%
 
7324 2 0.1%
 
4658 2 0.1%
 
21534 2 0.1%
 
16154 2 0.1%
 
13008 2 0.1%
 
12355 2 0.1%
 
6069 2 0.1%
 
Other values (1417) 1448 98.5%
 
ValueCountFrequency (%) 
2094 1 0.1%
 
2097 1 0.1%
 
2104 1 0.1%
 
2112 1 0.1%
 
2122 1 0.1%
 
ValueCountFrequency (%) 
26999 1 0.1%
 
26997 1 0.1%
 
26968 1 0.1%
 
26959 1 0.1%
 
26956 1 0.1%
 

NumCompaniesWorked
Real number (ℝ≥0)

ZEROS
Distinct count10
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.6931972789115646
Minimum0
Maximum9
Zeros197
Zeros (%)13.4%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q34
95-th percentile8
Maximum9
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.498009006
Coefficient of variation (CV)0.9275254455
Kurtosis0.01021381669
Mean2.693197279
Median Absolute Deviation (MAD)2.059758434
Skewness1.026471112
Sum3959
Variance6.240048994
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 4.5 8.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 521 35.4%
 
0 197 13.4%
 
3 159 10.8%
 
2 146 9.9%
 
4 139 9.5%
 
7 74 5.0%
 
6 70 4.8%
 
5 63 4.3%
 
9 52 3.5%
 
8 49 3.3%
 
ValueCountFrequency (%) 
0 197 13.4%
 
1 521 35.4%
 
2 146 9.9%
 
3 159 10.8%
 
4 139 9.5%
 
ValueCountFrequency (%) 
9 52 3.5%
 
8 49 3.3%
 
7 74 5.0%
 
6 70 4.8%
 
5 63 4.3%
 

Over18
Categorical

CONST
HIGH CORRELATION
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
Y
1470
ValueCountFrequency (%) 
Y 1470 100.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

OverTime
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
No
1054
Yes
416
ValueCountFrequency (%) 
No 1054 71.7%
 
Yes 416 28.3%
 

PercentSalaryHike
Real number (ℝ≥0)

Distinct count15
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.209523809523809
Minimum11
Maximum25
Zeros0
Zeros (%)0.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum11
5-th percentile11
Q112
median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.659937717
Coefficient of variation (CV)0.2406346025
Kurtosis-0.3005982221
Mean15.20952381
Median Absolute Deviation (MAD)3.055173307
Skewness0.8211279756
Sum22358
Variance13.39514409
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[11. 11.5 14.5 19.5 22.5 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11 210 14.3%
 
13 209 14.2%
 
14 201 13.7%
 
12 198 13.5%
 
15 101 6.9%
 
18 89 6.1%
 
17 82 5.6%
 
16 78 5.3%
 
19 76 5.2%
 
22 56 3.8%
 
Other values (5) 170 11.6%
 
ValueCountFrequency (%) 
11 210 14.3%
 
12 198 13.5%
 
13 209 14.2%
 
14 201 13.7%
 
15 101 6.9%
 
ValueCountFrequency (%) 
25 18 1.2%
 
24 21 1.4%
 
23 28 1.9%
 
22 56 3.8%
 
21 48 3.3%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
3
1244
4
 
226
ValueCountFrequency (%) 
3 1244 84.6%
 
4 226 15.4%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter
Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
3
459
4
432
2
303
1
276
ValueCountFrequency (%) 
3 459 31.2%
 
4 432 29.4%
 
2 303 20.6%
 
1 276 18.8%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

StandardHours
Categorical

CONST
HIGH CORRELATION
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
80
1470
ValueCountFrequency (%) 
80 1470 100.0%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length2
Mean length2
Min length2
Scatter

StockOptionLevel
Categorical

Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
0
631
1
596
2
158
3
 
85
ValueCountFrequency (%) 
0 631 42.9%
 
1 596 40.5%
 
2 158 10.7%
 
3 85 5.8%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

TotalWorkingYears
Real number (ℝ≥0)

Distinct count40
Unique (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.279591836734694
Minimum0
Maximum40
Zeros11
Zeros (%)0.7%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
median10
Q315
95-th percentile28
Maximum40
Range40
Interquartile range (IQR)9

Descriptive statistics

Standard deviation7.780781676
Coefficient of variation (CV)0.6898105701
Kurtosis0.9182695366
Mean11.27959184
Median Absolute Deviation (MAD)6.034188533
Skewness1.117171853
Sum16581
Variance60.54056348
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 4.5 ... 10.5 17.5 24.5 33.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 202 13.7%
 
6 125 8.5%
 
8 103 7.0%
 
9 96 6.5%
 
5 88 6.0%
 
1 81 5.5%
 
7 81 5.5%
 
4 63 4.3%
 
12 48 3.3%
 
3 42 2.9%
 
Other values (30) 541 36.8%
 
ValueCountFrequency (%) 
0 11 0.7%
 
1 81 5.5%
 
2 31 2.1%
 
3 42 2.9%
 
4 63 4.3%
 
ValueCountFrequency (%) 
40 2 0.1%
 
38 1 0.1%
 
37 4 0.3%
 
36 6 0.4%
 
35 3 0.2%
 

TrainingTimesLastYear
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7993197278911564
Minimum0
Maximum6
Zeros54
Zeros (%)3.7%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
median3
Q33
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.289270621
Coefficient of variation (CV)0.4605656896
Kurtosis0.494992986
Mean2.799319728
Median Absolute Deviation (MAD)0.9743440233
Skewness0.5531241711
Sum4115
Variance1.662218734
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 1.5 3.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 
5 119 8.1%
 
1 71 4.8%
 
6 65 4.4%
 
0 54 3.7%
 
ValueCountFrequency (%) 
0 54 3.7%
 
1 71 4.8%
 
2 547 37.2%
 
3 491 33.4%
 
4 123 8.4%
 
ValueCountFrequency (%) 
6 65 4.4%
 
5 119 8.1%
 
4 123 8.4%
 
3 491 33.4%
 
2 547 37.2%
 

WorkLifeBalance
Categorical

Distinct count4
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size11.6 KiB
3
893
2
344
4
 
153
1
 
80
ValueCountFrequency (%) 
3 893 60.7%
 
2 344 23.4%
 
4 153 10.4%
 
1 80 5.4%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

YearsAtCompany
Real number (ℝ≥0)

ZEROS
Distinct count37
Unique (%)2.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.0081632653061225
Minimum0
Maximum40
Zeros44
Zeros (%)3.0%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q13
median5
Q39
95-th percentile20
Maximum40
Range40
Interquartile range (IQR)6

Descriptive statistics

Standard deviation6.126525152
Coefficient of variation (CV)0.8741984056
Kurtosis3.935508756
Mean7.008163265
Median Absolute Deviation (MAD)4.471686797
Skewness1.764529454
Sum10302
Variance37.53431044
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 5.5 ... 10.5 11.5 22.5 33.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 196 13.3%
 
1 171 11.6%
 
3 128 8.7%
 
2 127 8.6%
 
10 120 8.2%
 
4 110 7.5%
 
7 90 6.1%
 
9 82 5.6%
 
8 80 5.4%
 
6 76 5.2%
 
Other values (27) 290 19.7%
 
ValueCountFrequency (%) 
0 44 3.0%
 
1 171 11.6%
 
2 127 8.6%
 
3 128 8.7%
 
4 110 7.5%
 
ValueCountFrequency (%) 
40 1 0.1%
 
37 1 0.1%
 
36 2 0.1%
 
34 1 0.1%
 
33 5 0.3%
 

YearsInCurrentRole
Real number (ℝ≥0)

ZEROS
Distinct count19
Unique (%)1.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.229251700680272
Minimum0
Maximum18
Zeros244
Zeros (%)16.6%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q37
95-th percentile11
Maximum18
Range18
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.623137035
Coefficient of variation (CV)0.856685128
Kurtosis0.4774207735
Mean4.229251701
Median Absolute Deviation (MAD)3.040921838
Skewness0.9173631563
Sum6217
Variance13.12712197
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 7.5 9.5 11.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 372 25.3%
 
0 244 16.6%
 
7 222 15.1%
 
3 135 9.2%
 
4 104 7.1%
 
8 89 6.1%
 
9 67 4.6%
 
1 57 3.9%
 
6 37 2.5%
 
5 36 2.4%
 
Other values (9) 107 7.3%
 
ValueCountFrequency (%) 
0 244 16.6%
 
1 57 3.9%
 
2 372 25.3%
 
3 135 9.2%
 
4 104 7.1%
 
ValueCountFrequency (%) 
18 2 0.1%
 
17 4 0.3%
 
16 7 0.5%
 
15 8 0.5%
 
14 11 0.7%
 

YearsSinceLastPromotion
Real number (ℝ≥0)

ZEROS
Distinct count16
Unique (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.1877551020408164
Minimum0
Maximum15
Zeros581
Zeros (%)39.5%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q33
95-th percentile9
Maximum15
Range15
Interquartile range (IQR)3

Descriptive statistics

Standard deviation3.222430279
Coefficient of variation (CV)1.472939213
Kurtosis3.612673115
Mean2.187755102
Median Absolute Deviation (MAD)2.34689435
Skewness1.984289983
Sum3216
Variance10.3840569
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 7.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
7 76 5.2%
 
4 61 4.1%
 
3 52 3.5%
 
5 45 3.1%
 
6 32 2.2%
 
11 24 1.6%
 
8 18 1.2%
 
Other values (6) 65 4.4%
 
ValueCountFrequency (%) 
0 581 39.5%
 
1 357 24.3%
 
2 159 10.8%
 
3 52 3.5%
 
4 61 4.1%
 
ValueCountFrequency (%) 
15 13 0.9%
 
14 9 0.6%
 
13 10 0.7%
 
12 10 0.7%
 
11 24 1.6%
 

YearsWithCurrManager
Real number (ℝ≥0)

ZEROS
Distinct count18
Unique (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.12312925170068
Minimum0
Maximum17
Zeros263
Zeros (%)17.9%
Memory size11.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q37
95-th percentile10
Maximum17
Range17
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.568136121
Coefficient of variation (CV)0.8653951654
Kurtosis0.1710580839
Mean4.123129252
Median Absolute Deviation (MAD)3.025371836
Skewness0.833450992
Sum6061
Variance12.73159537
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 7.5 8.5 9.5 13.5 17. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 344 23.4%
 
0 263 17.9%
 
7 216 14.7%
 
3 142 9.7%
 
8 107 7.3%
 
4 98 6.7%
 
1 76 5.2%
 
9 64 4.4%
 
5 31 2.1%
 
6 29 2.0%
 
Other values (8) 100 6.8%
 
ValueCountFrequency (%) 
0 263 17.9%
 
1 76 5.2%
 
2 344 23.4%
 
3 142 9.7%
 
4 98 6.7%
 
ValueCountFrequency (%) 
17 7 0.5%
 
16 2 0.1%
 
15 5 0.3%
 
14 5 0.3%
 
13 14 1.0%
 

Correlations

Missing values

Sample

First rows

AgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEmployeeCountEmployeeNumberEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobLevelJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOver18OverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStandardHoursStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManager
041YesTravel_Rarely1102Sales12Life Sciences112Female9432Sales Executive4Single5993194798YYes11318008016405
149NoTravel_Frequently279Research & Development81Life Sciences123Male6122Research Scientist2Married5130249071YNo2344801103310717
237YesTravel_Rarely1373Research & Development22Other144Male9221Laboratory Technician3Single209023966YYes15328007330000
333NoTravel_Frequently1392Research & Development34Life Sciences154Female5631Research Scientist3Married2909231591YYes11338008338730
427NoTravel_Rarely591Research & Development21Medical171Male4031Laboratory Technician2Married3468166329YNo12348016332222
532NoTravel_Frequently1005Research & Development22Life Sciences184Male7931Laboratory Technician4Single3068118640YNo13338008227736
659NoTravel_Rarely1324Research & Development33Medical1103Female8141Laboratory Technician1Married267099644YYes204180312321000
730NoTravel_Rarely1358Research & Development241Life Sciences1114Male6731Laboratory Technician3Divorced2693133351YNo22428011231000
838NoTravel_Frequently216Research & Development233Life Sciences1124Male4423Manufacturing Director3Single952687870YNo214280010239718
936NoTravel_Rarely1299Research & Development273Medical1133Male9432Healthcare Representative3Married5237165776YNo133280217327777

Last rows

AgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEmployeeCountEmployeeNumberEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobLevelJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOver18OverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStandardHoursStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManager
146029NoTravel_Rarely468Research & Development284Medical120544Female7321Research Scientist1Single378584891YNo14328005315404
146150YesTravel_Rarely410Sales283Marketing120554Male3923Sales Executive1Divorced10854165864YYes133280120333220
146239NoTravel_Rarely722Sales241Marketing120562Female6024Sales Executive4Married1203188280YNo1131801212220996
146331NoNon-Travel325Research & Development53Medical120572Male7432Manufacturing Director1Single993637870YNo193280010239417
146426NoTravel_Rarely1167Sales53Other120604Female3021Sales Representative3Single2966213780YNo18348005234200
146536NoTravel_Frequently884Research & Development232Medical120613Male4142Laboratory Technician4Married2571122904YNo173380117335203
146639NoTravel_Rarely613Research & Development61Medical120624Male4223Healthcare Representative1Married9991214574YNo15318019537717
146727NoTravel_Rarely155Research & Development43Life Sciences120642Male8742Manufacturing Director2Married614251741YYes20428016036203
146849NoTravel_Frequently1023Sales23Medical120654Male6322Sales Executive2Married5390132432YNo143480017329608
146934NoTravel_Rarely628Research & Development83Medical120682Male8242Laboratory Technician3Married4404102282YNo12318006344312